REPOGEO 报告 · LITE
tsingyuai/scientify
默认分支 main · commit c7c3efc0 · 扫描时间 2026/6/17 02:11:50
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 tsingyuai/scientify 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
2 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Clarify Scientify's unique role and relationship to OpenClaw in the English README
原因:
当前The current README excerpt mentions 'OpenClaw' but doesn't clearly define Scientify's relationship to it or its unique value in English at the top.
复制粘贴的修复Add a clear, concise English statement at the very beginning of `README.en.md` (or the main README if it's intended to be bilingual) that defines `scientify` and its core differentiator, explicitly stating its relationship to OpenClaw. For example: 'Scientify is an AI-powered scientific research system built *on top of* OpenClaw, designed to automate the end-to-end research workflow. Unlike generic workflow orchestrators or low-level SML frameworks, Scientify continuously monitors literature, generates evolving hypotheses, and delivers state-of-the-art research results.'
- highlicense#2Add a LICENSE file to the repository
原因:
复制粘贴的修复Create a `LICENSE` file in the repository root with the text of the MIT License.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- nextflow-io/nextflow · 被推荐 1 次
- snakemake/snakemake · 被推荐 1 次
- apache/airflow · 被推荐 1 次
- PrefectHQ/prefect · 被推荐 1 次
- spotify/luigi · 被推荐 1 次
- 品类问题Looking for an automated end-to-end workflow for scientific research, not just one-off tasks.你:未被推荐AI 推荐顺序:
- Nextflow (nextflow-io/nextflow)
- Snakemake (snakemake/snakemake)
- Apache Airflow (apache/airflow)
- Prefect (PrefectHQ/prefect)
- Luigi (spotify/luigi)
- Pachyderm (pachyderm/pachyderm)
- CWL (Common Workflow Language) (common-workflow-language/common-workflow-language)
- WDL (Workflow Description Language) (openwdl/wdl)
- Cromwell (broadinstitute/cromwell)
- Toil (DataBiosphere/toil)
AI 推荐了 10 个替代方案,却始终没点名 tsingyuai/scientify。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What AI tools provide continuous scientific literature monitoring and evolving hypothesis generation?你:未被推荐AI 推荐顺序:
- Elicit
- Iris.ai
- Semantic Scholar
- ResearchRabbit
- Connected Papers
- Scite.ai
AI 推荐了 6 个替代方案,却始终没点名 tsingyuai/scientify。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenessfail
建议:
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of tsingyuai/scientify?passAI 明确点名了 tsingyuai/scientify
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts tsingyuai/scientify in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 tsingyuai/scientify
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo tsingyuai/scientify solve, and who is the primary audience?passAI 明确点名了 tsingyuai/scientify
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 tsingyuai/scientify 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/tsingyuai/scientify)<a href="https://repogeo.com/zh/r/tsingyuai/scientify"><img src="https://repogeo.com/badge/tsingyuai/scientify.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
tsingyuai/scientify — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3